LLM ToolsA learning lab

Interactive playground

Text Summarizer

Compare ways to shorten a text. Select sentences, create bullet points, or try a simple rewrite template, then check each result against the original.

Local demo. This demo ranks sentences with fixed rules. Its rewrite option uses templates, not a language model. Overlap and readability estimates do not establish factual accuracy or completeness.

Input Text

0 words 0 sentences 0 min read

Summary

Enter text and click "Summarize" to generate a summary
Compression Ratio: 0%
Keyword overlap: 0%
Reading ease estimate: 0%

Check the result: After summarizing, compare the output with the original. These estimates cannot verify its meaning.

Main Topics

No topics identified yet.

Key Terms

No key terms identified yet.
Original Length: 0 words
Summary Length: 0 words
Summary sentences: 0
Rewrite method: 0%

Summarization Techniques

Extractive Summarization

Ranks sentences using position, length, and keyword cues, then retains a selection in their original order. A selected sentence can still lose important context.

Pros: Retains much of the original wording; easy to compare with the source
Cons: May omit qualifications, evidence, or connecting ideas

Template-based rewrite

Combines a few detected phrases with fixed wording. This demonstrates a format only; a real abstractive model generates new language and also needs careful checking.

Pros: Shows how a summary can use a different structure
Cons: Generic wording may miss the meaning; may fall back to sentence selection

Bullet Point Summary

Presents selected sentences as bullets so you can inspect each point separately.

Pros: Easy to scan and annotate
Cons: Less context, may oversimplify complex ideas

Key Sentences

Uses sentence length, punctuation, and position to choose candidate sentences. Decide for yourself whether they represent the main idea.

Pros: Makes sentence selection visible for comparison
Cons: May include less critical information

Best Practices for Effective Summarization

  • Identify the main purpose: What is the core message or argument?
  • Focus on key facts: Prioritize important data, findings, and conclusions
  • Maintain objectivity: Avoid personal bias in your summary
  • Use appropriate length: Match summary length to your needs and audience
  • Check coverage: Look for missing qualifications, evidence, and conclusions
  • Verify accuracy: Make sure the summary faithfully represents the original

Keep exploring

Put the ideas into practice

Try this: load the sample, generate a short summary, and choose Compare. Mark an important detail each method leaves out. Which version would help your intended reader?